Dataset Information
Deep learning model for predicting lymph node metastasis around rectal cancer based on rectal tumor core area and mesangial imaging features.
Ontology highlight
ABSTRACT:
SUBMITTER: Guo L
PROVIDER: S-EPMC12400577 | biostudies-literature | 2025 Sep
REPOSITORIES: biostudies-literature
Publications
Deep learning model for predicting lymph node metastasis around rectal cancer based on rectal tumor core area and mesangial imaging features.
BMC medical imaging 20250901 1
Assessing lymph node metastasis (LNM) involvement in patients with rectal cancer (RC) is fundamental in disease management. In this study, we used artificial intelligence (AI) technology to develop a segmentation model that automatically segments the tumor core area and mesangial tissue from magnetic resonance T2-weighted imaging (T2WI) and apparent diffusion coefficient (ADC) images collected from 122 RC patients to improve the accuracy of LNM prediction, after which omics machine modeling was ...[more]